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Time Series Analysis Tools (TSAT) can be used to describe event-pattern detection as a part of Complex event processing (CEP) for categorial time series and gives several approaches for numerical times series, like Filtering through FFT, WVT or predictions (e.g. compound model).
http://www.deepbionics.org/Rpackages.…